Collections / DNA methylation memory of acinar-ductal transition state altering Kras-downstream Pi3k and Rho GTPase signaling [spatial transcriptomics]

DNA methylation memory of acinar-ductal transition state altering Kras-downstream Pi3k and Rho GTPase signaling [spatial transcriptomics]

A critical area of recent cancer research is the emergence of transition states between normal and cancer that exhibit increased cell plasticity which underlies tumor cell heterogeneity. Pancreatic ductal adenocarcinoma (PDAC) arises from a transition state termed acinar-to-ductal metaplasia (ADM), in which digestive enzyme-producing acinar cells acquire a transient ductal epithelium-like phenotype while maintaining their geographical acinar organization. ADM is created by overexpression of the Kruppel-like factor 4 gene (KLF4) in the absence of oncogenic driver mutations. Here, we investigate the DNA methylation landscape and corresponding transcriptional landscape of the mutation-free ADM transition state and the subsequent reversion to a normal acinar phenotype. We ask to what extent cells retain a memory of the ADM transition state via DNA methylation, examine potential regulators of altered DNA methylation during ADM, and investigate the relationship of the ADM transition state to human pancreatic cancer precursor lesions. These findings may inform the mechanisms not only of heritable epigenetic memory of transition states and inflammation, but also of how epigenetic alterations presage or even elicit genetic mutations in cancer.

Datasets20
Size~301 MB
AssayVisium
Samplemouse · pancreas
KindTime course
PMID:40156071 ↗
Python · lamindb
import lamindb as ln
import spatialdata as sd

coll = ln.Collection.get(key="geo-gse249121")
coll.ordered_artifacts.df()                 # the 20 members, ordered

# download every member .zarr to the local cache:
paths = [a.cache() for a in coll.ordered_artifacts.all()]

# …or load each straight into memory as a SpatialData object:
sdatas = {a.key: sd.read_zarr(a.cache()) for a in coll.ordered_artifacts.all()}
Open in Vitessce
Visium
Mouse pancreas
GSM7926981
mouse pancreas 21 MB 1,030 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size21 MB
Obs1,030
Magnificationother · 3.545 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926971
mouse pancreas 7.6 MB 2,386 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size7.6 MB
Obs2,386
Magnificationother · 3.466 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926988
mouse pancreas 8.6 MB 1,455 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size8.6 MB
Obs1,455
Magnificationother · 3.476 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926970
mouse pancreas 12 MB 2,764 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size12 MB
Obs2,764
Magnificationother · 3.487 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926979
mouse pancreas 10 MB 3,533 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size10 MB
Obs3,533
Magnificationother · 3.478 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926989
mouse pancreas 17 MB 2,053 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size17 MB
Obs2,053
Magnificationother · 3.444 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926983
mouse pancreas 14 MB 1,563 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size14 MB
Obs1,563
Magnificationother · 3.454 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926982
mouse pancreas 14 MB 1,697 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size14 MB
Obs1,697
Magnificationother · 3.463 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926975
mouse pancreas 15 MB 3,112 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size15 MB
Obs3,112
Magnificationother · 3.462 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926985
mouse pancreas 18 MB 2,139 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size18 MB
Obs2,139
Magnificationother · 3.459 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926984
mouse pancreas 15 MB 2,105 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size15 MB
Obs2,105
Magnificationother · 3.488 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926972
mouse pancreas 22 MB 3,102 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size22 MB
Obs3,102
Magnificationother · 3.394 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926978
mouse pancreas 18 MB 3,757 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size18 MB
Obs3,757
Magnificationother · 3.464 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926976
mouse pancreas 9.2 MB 2,979 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size9.2 MB
Obs2,979
Magnificationother · 3.452 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926973
mouse pancreas 28 MB 4,124 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size28 MB
Obs4,124
Magnificationother · 3.479 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926987
mouse pancreas 11 MB 788 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size11 MB
Obs788
Magnificationother · 3.557 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926977
mouse pancreas 8.5 MB 2,784 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size8.5 MB
Obs2,784
Magnificationother · 3.463 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926980
mouse pancreas 32 MB 1,849 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size32 MB
Obs1,849
Magnificationother · 3.493 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926986
mouse pancreas 10 MB 1,400 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size10 MB
Obs1,400
Magnificationother · 3.528 µm/px
bronze H&E Open in Vitessce
Open in Vitessce
Visium
Mouse pancreas
GSM7926974
mouse pancreas 11 MB 3,079 obs bronze H&E
TechnologyVisium
Organismmouse
Tissuepancreas
Size11 MB
Obs3,079
Magnificationother · 3.484 µm/px
bronze H&E Open in Vitessce

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